Model comparison

Grok 4.20 Multi-Agent vs Kimi K3

Kimi K3 is the stronger model overall, scoring 59.5 to 46.2 on the Noometry Index. Grok 4.20 Multi-Agent costs 3.8× less per token, which makes it the better buy when Kimi K3's lead doesn't matter for your workload.

Last verified . 18 shared benchmarks.

Grok 4.20 Multi-Agent xAI

46.2

Rank #65 Confirmed

Kimi K3 Moonshot AI

59.5

Rank #15 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Grok 4.20 Multi-Agent scores higher in 1 category and Kimi K3 in 8 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where Kimi K3 leads 74.2 to 39.4.
  • Grok 4.20 Multi-Agent is cheaper at $1.25 / $2.50 per million input/output tokens, against $3 / $15 for Kimi K3.
  • Kimi K3 accepts more context: 1.05M tokens versus 1M.
  • Kimi K3 has downloadable open weights; the other is API-only.

Side by side

Grok 4.20 Multi-Agent and Kimi K3 specifications
Grok 4.20 Multi-AgentKimi K3
ProviderxAIMoonshot AI
Noometry Index46.259.5
Released2026-03-092026-07-16
WeightsProprietaryOpen
Context window1M1.05M
Max output30K1.05M
Input $ / M tokens$1.25$3
Output $ / M tokens$2.50$15
Results tracked2053

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Category by category

Coding Kimi K3 leads

Grok 4.20 Multi-Agent: 43.0 (#92), Kimi K3: 61.0 (#10)

Coding benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
LMArena Coding14571508
DeepSWE—68.5%
FrontierCode—44.2%
LMArena WebDev—1654
FrontierSWE—25.9%
SciCode—59.5%
WeirdML—82.6%
ALE-Bench—1,524

Agentic & Tool Use Not comparable

Grok 4.20 Multi-Agent: —, Kimi K3: 41.8 (#20)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
APEX-Agents—50.6%
τ²-bench Banking—37.1%
PostTrainBench—32%
GBAEval—48.3%
GDP.pdf—19%
LMArena Search1204—
Vending-Bench 2—5,165

Reasoning Kimi K3 leads

Grok 4.20 Multi-Agent: 43.9 (#48), Kimi K3: 63.0 (#17)

Reasoning benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
NYT Connections (extended)89.6%93.6%
LMArena Hard Prompts14481496
ARC-AGI-2—60.4%
SimpleBench—60.7%
ARC-AGI-1—94.5%
CritPt—23.4%
Chess Puzzles—39%
Mystery Game Puzzles—26%
DTBench—91.2%
LMCA—52.7%
Surface Evolver Bench—95%
Epoch Capabilities Index—157.45
ForecastBench—61.1

Math Kimi K3 leads

Grok 4.20 Multi-Agent: 39.4 (#104), Kimi K3: 74.2 (#16)

Math benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
LMArena Math14421491
FrontierMath (Tiers 1-3)—72.2%
FrontierMath Tier 4—39%
MathArena Final-Answer Competitions—87.8%
OTIS Mock AIME 2024-2025—97.2%
ProofBench—87%

Knowledge Kimi K3 leads

Grok 4.20 Multi-Agent: 40.4 (#119), Kimi K3: 63.2 (#21)

Knowledge benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
LMArena Expert14451521
GPQA Diamond—93.1%
SimpleQA Verified—50.6%

Multimodal Grok 4.20 Multi-Agent leads

Grok 4.20 Multi-Agent: 40.5 (#48), Kimi K3: 37.8 (#70)

Multimodal benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
LMArena Vision1259—
Blueprint-Bench 2—29.5%
Furniture Assembly—34.2%

Multilingual Kimi K3 leads

Grok 4.20 Multi-Agent: 54.4 (#43), Kimi K3: 56.3 (#21)

Multilingual benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
LMArena Non-English14401466
LMArena Chinese14751529
LMArena French14661491
LMArena German14561488
LMArena Japanese14051487
LMArena Korean14161458
LMArena Russian14571482
LMArena Spanish14471472

Instruction Following Kimi K3 leads

Grok 4.20 Multi-Agent: 74.8 (#84), Kimi K3: 77.7 (#14)

Instruction Following benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
LMArena Instruction Following14201483

Long Context Kimi K3 leads

Grok 4.20 Multi-Agent: 43.7 (#88), Kimi K3: 45.8 (#29)

Long Context benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
LMArena Longer Query14311494

Writing & Preference Kimi K3 leads

Grok 4.20 Multi-Agent: 64.0 (#59), Kimi K3: 76.6 (#4)

Writing & Preference benchmarks
BenchmarkGrok 4.20 Multi-AgentKimi K3
LMArena Text14501476
LMArena Creative Writing14361454
LMArena Multi-Turn14521488
EQ-Bench Creative Writing—2082
EQ-Bench 4—1339

Frequently asked questions

Is Grok 4.20 Multi-Agent better than Kimi K3?

Kimi K3 is the stronger model overall, scoring 59.5 to 46.2 on the Noometry Index. Grok 4.20 Multi-Agent costs 3.8× less per token, which makes it the better buy when Kimi K3's lead doesn't matter for your workload.

Which is cheaper, Grok 4.20 Multi-Agent or Kimi K3?

Grok 4.20 Multi-Agent is cheaper. It lists at $1.25 per million input tokens and $2.50 per million output tokens; Kimi K3 lists at $3 and $15.

Is Grok 4.20 Multi-Agent or Kimi K3 better for coding?

Kimi K3 scores higher on coding benchmarks: 61.0 versus 43.0 in the Noometry coding category.

Which has the bigger context window?

Kimi K3 does, with 1.05M tokens against 1M.

How many benchmarks do Grok 4.20 Multi-Agent and Kimi K3 share?

18 benchmarks have published results for both models. Grok 4.20 Multi-Agent has 20 scored results on Noometry and Kimi K3 has 53.

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